Insula/Drought_assessment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fe40e6ff-bfac-4d65-8b19-326982dde7de",
   "metadata": {},
   "source": [
    "![](https://github.com/destination-earth/DestinE-DataLake-Lab/blob/main/img/DestinE-banner.jpg?raw=true)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf34fce9-4d0e-4cdf-aabc-2f8902097072",
   "metadata": {},
   "source": [
    "## Destination Earth - Drought Assessment using Insula\n",
    "\n",
    "**Author**: CGI <br>\n",
    "**Licence**: MIT <br>\n",
    "**Credits**:<br>\n",
    "https://doi.org/10.1002/gdj3.178<br>\n",
    "https://github.com/martinvonk/SPEI/tree/main<br>\n",
    "**Notes**:<br>\n",
    "*This example is intended for hands-on learning and does not constitute a comprehensive climatic study.*<be>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b499a7a8-ee6c-4f98-9abe-0afd81b6cc25",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to use Insula Code on DestinE through the \"Standard Evapotranspiration (preview)\" service's outputs.\n",
    "\n",
    "This service aims to calculate the weekly mean evapotranspiration standard (ET0) with the FAO Penman-Monteith equation and extract weekly total precipitation over an AOI. Several physical variables from [ERA5 land hourly data on single levels from 1940 to present](https://earthdatahub.destine.eu/collections/era5/datasets/reanalysis-era5-land) are used.\n",
    "\n",
    "These measurements are useful for water-balance calculation, hence drought assessment, i.e. the SPEI index."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38dd0897-3a8a-47b5-be2f-ebd54c8b7b67",
   "metadata": {},
   "source": [
    "Throughout this quickstart notebook, you will learn:\n",
    "\n",
    "1. [Authenticate](#Authenticate): How to authenticate fro searching and access *Insula* collections.\n",
    "2. [Discover](#Discover): How to discover *Insula* collections through the API. \n",
    "3. [Download](#Download):  How to download *Insula* data through its API.\n",
    "4. [Compute](#Compute): How to compute the SPEI index and perform statistical analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a328d7ee-bca3-4154-9813-40bfd8a937a3",
   "metadata": {},
   "source": [
    "More information at https://platform.destine.eu/docs/insula/doc/index.html."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7588a5a4-ca08-41ac-a460-7447389c9cc8",
   "metadata": {},
   "source": [
    "# Authenticate\n",
    "Here you obtain an authentication token, that we can reuse later when accessing the Insula's API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f339a94-1932-4194-b5fb-7975d074cff7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Username:  demo-cgi\n"
     ]
    }
   ],
   "source": [
    "%%capture cap\n",
    "%run ./auth.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b399f0c-a716-48cc-bb93-c3247f38167a",
   "metadata": {},
   "outputs": [],
   "source": [
    "output_1 = cap.stdout.split('}\\n')\n",
    "access_token = output_1[-1][0:-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25e8216a-07cc-4260-81fe-25aad29623ff",
   "metadata": {},
   "source": [
    "# Discover\n",
    "\n",
    "This step provides an example of how to access some of the collections available on Insula. In particular, here we are interested in output products, which are the output of a processing service."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1c4fa8e7-1778-4a46-ad5f-6feccac491f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import json\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cea3d80a-8da4-4304-9593-a70e829b67bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configuration\n",
    "insula_base_url = \"https://insula.destine.eu\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c7f65d5-9d2a-4941-bc77-6ada28c9f7f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>collection NAME</th>\n",
       "      <th>ID</th>\n",
       "      <th>IDENTIFIER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>defaultOutput_22</td>\n",
       "      <td>4</td>\n",
       "      <td>eopaas0f5bb3b6f87f42efba7b4ef13a68ad05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>defaultOutput_3</td>\n",
       "      <td>6</td>\n",
       "      <td>eopaas92bfe72f646c4a02ae27f911f084e056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>campaign_over_italy</td>\n",
       "      <td>2</td>\n",
       "      <td>eopaasbd10ad84a3a94b0486ce790188f09d93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>drought_assessment</td>\n",
       "      <td>10</td>\n",
       "      <td>eopaas2f955f199c064f23918ce63c73ba5f80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>defaultOutput_7</td>\n",
       "      <td>12</td>\n",
       "      <td>eopaasa033b19a1de5409cb030cd453d87201f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>test-gaia</td>\n",
       "      <td>13</td>\n",
       "      <td>eopaasf1229944b8c24353bfaa563c286a388a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Test</td>\n",
       "      <td>14</td>\n",
       "      <td>eopaas34bf900d5212427596db7c7a3afdb9e2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "       collection NAME  ID                              IDENTIFIER\n",
       "0     defaultOutput_22   4  eopaas0f5bb3b6f87f42efba7b4ef13a68ad05\n",
       "1      defaultOutput_3   6  eopaas92bfe72f646c4a02ae27f911f084e056\n",
       "2  campaign_over_italy   2  eopaasbd10ad84a3a94b0486ce790188f09d93\n",
       "3   drought_assessment  10  eopaas2f955f199c064f23918ce63c73ba5f80\n",
       "4      defaultOutput_7  12  eopaasa033b19a1de5409cb030cd453d87201f\n",
       "5            test-gaia  13  eopaasf1229944b8c24353bfaa563c286a388a\n",
       "6                 Test  14  eopaas34bf900d5212427596db7c7a3afdb9e2"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = f\"{insula_base_url}/secure/api/v2.0/collections/search/parametricFind?fileType=OUTPUT_PRODUCT\"\n",
    "payload = {}\n",
    "headers = {'Authorization': f'Bearer {access_token}'}\n",
    "response = requests.request(\"GET\", url, headers=headers, data=payload)\n",
    "dictionary=json.loads(response.text)\n",
    "info=[]\n",
    "for collection_dict in dictionary['_embedded']['collections']:\n",
    "    info.append([collection_dict['name'],collection_dict['id'],collection_dict['identifier']])\n",
    "\n",
    "# Get the available collections in a nice layout\n",
    "pd.DataFrame(data=info, columns=[\"collection NAME\",\"ID\",\"IDENTIFIER\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f87b3469-9897-42e0-b9b5-a918bc250b42",
   "metadata": {},
   "source": [
    "# Download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "51c5f0c0-03fd-48fa-a02d-cf4229c6a283",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-10-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-11-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2020-12-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-01-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-28_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-02-28_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-03-31_et0.tif\n",
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      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-04-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-05-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-06-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-07-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-08-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-09-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-10-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-11-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2021-12-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-01-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-28_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-02-28_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-03-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-04-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-05-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-06-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-07-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-08-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-09-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-10-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-11-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2022-12-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-01-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-28_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-02-28_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-03-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-04-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-05-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-06-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-07-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-08-31_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-30_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-09-30_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-08_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-08_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-15_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-15_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-22_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-22_tp.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-31_et0.tif\n",
      "File saved as reanalysis-era5-land-no-antartica-v0_2023-10-31_tp.tif\n"
     ]
    }
   ],
   "source": [
    "# Now we know the collection 'ID' from where to download our dataset\n",
    "coll_id=\"10\"\n",
    "\n",
    "# Prepare your source url\n",
    "coll_id=f'{insula_base_url}/secure/api/v2.0/collections/{coll_id}'\n",
    "url = f\"{insula_base_url}/secure/api/v2.0/platformFiles/search/parametricFind?sort=filename&fileType=OUTPUT_PRODUCT&collection={coll_id}\"\n",
    "\n",
    "# Prepare the folder where to save the dataset\n",
    "dst_folder_path=\"downloads\"\n",
    "if not os.path.exists(dst_folder_path):\n",
    "    os.makedirs(dst_folder_path)\n",
    "\n",
    "# Launch the request and the automatic download\n",
    "response = requests.request(\"GET\", url, headers=headers, data=payload)\n",
    "max_pages=json.loads(response.text)[\"page\"]['totalPages']\n",
    "\n",
    "for n in range(15):\n",
    "    pageSize=20\n",
    "    startPage=n\n",
    "    url = f\"{insula_base_url}/secure/api/v2.0/platformFiles/search/parametricFind?page={startPage}&size={pageSize}sort=filename&fileType=OUTPUT_PRODUCT&collection={coll_id}\"\n",
    "    response = requests.request(\"GET\", url, headers=headers, data=payload)\n",
    "    dictionary=json.loads(response.text)\n",
    "\n",
    "    for file in dictionary['_embedded']['platformFiles']:\n",
    "        file_id=file['id']\n",
    "        download_url=f\"{insula_base_url}/secure/api/v2.0/platformFiles/{file_id}/dl\"\n",
    "        response = requests.request(\"GET\", download_url, headers=headers, data=payload)\n",
    "        if response.status_code == 200:\n",
    "            content_disposition = response.headers.get('content-disposition')\n",
    "            if content_disposition is not None:\n",
    "                file_name = re.findall(\"filename=\\\"(.+)\\\"\", content_disposition)[0]\n",
    "                with open(os.path.join(dst_folder_path,file_name), 'wb') as file:\n",
    "                    file.write(response.content)\n",
    "                print(f\"File saved as {file_name}\")\n",
    "            else:\n",
    "                print('url {} had no content-disposition header'.format(url))\n",
    "        else:\n",
    "            print(f\"Failed to download the file. Status code: {response.status_code}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb58b635-ec61-4657-9d61-05cd2821c84a",
   "metadata": {},
   "source": [
    "# Compute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d215392d-c47a-40a8-8647-64d6c0dc5525",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import os\n",
    "import xarray as xr\n",
    "import rioxarray\n",
    "import datetime\n",
    "from dateutil.parser import parse\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe34b0e3-d560-4da8-9a81-90f8da7361c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.0, 35.90000000000108, 30.700000000000166, 57.00000000000138]\n"
     ]
    }
   ],
   "source": [
    "# Get AOI of the ERA5 dataset\n",
    "\n",
    "array_p=xr.open_dataset(os.path.join(dst_folder_path,file_name))\n",
    "x_min=float(array_p.coords['x'].min().data)\n",
    "x_max=float(array_p.coords['x'].max().data)\n",
    "y_min=float(array_p.coords['y'].min().data)\n",
    "y_max=float(array_p.coords['y'].max().data)\n",
    "bbox=[x_min,y_min,x_max,y_max]\n",
    "print(bbox)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4ac84fec-ad2c-450e-b724-299fc9b3e8ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "YYYYMMDD\n",
       "2020-10-08     791.986855\n",
       "2020-10-15    -125.862637\n",
       "2020-10-22    -592.345954\n",
       "2020-10-31     216.813992\n",
       "2020-11-08    -327.866251\n",
       "                 ...     \n",
       "2023-09-30    -848.552682\n",
       "2023-10-08    -710.495102\n",
       "2023-10-15    -625.401294\n",
       "2023-10-22     553.441041\n",
       "2023-10-31    1177.135176\n",
       "Name: D-Trento, Length: 148, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rome_lat_lon=(41.902782,12.496366)\n",
    "trento_lat_lon=(46.066666,11.116667)\n",
    "\n",
    "dst_folder_path=\"downloads\"\n",
    "\n",
    "files=glob.glob(os.path.join(dst_folder_path,\"*.tif\"))#[:1]\n",
    "dates=[]\n",
    "for file in files:\n",
    "    datetime=os.path.basename(file)[37:47]\n",
    "    dates.append(parse(datetime))\n",
    "\n",
    "dates = sorted(list(dict.fromkeys(dates)))\n",
    "timeseries_R=[]\n",
    "timeseries_T=[]\n",
    "\n",
    "for date in dates:\n",
    "    str_date=date.date().isoformat()\n",
    "    precipitation=glob.glob(os.path.join(dst_folder_path,f\"*{str_date}_tp.tif\"))[0]\n",
    "    et0=glob.glob(os.path.join(dst_folder_path,f\"*{str_date}_et0.tif\"))[0]\n",
    "\n",
    "    array_p=xr.open_dataset(precipitation)\n",
    "    array_et0=xr.open_dataset(et0)\n",
    "    arrai_delta=array_p-array_et0\n",
    "    arrai_delta_Rome=arrai_delta.sel(**{'x':rome_lat_lon[1],'y':rome_lat_lon[0]},method=\"nearest\")\n",
    "    arrai_delta_Trento=arrai_delta.sel(**{'x':trento_lat_lon[1],'y':trento_lat_lon[0]},method=\"nearest\")\n",
    "    timeseries_R.append(arrai_delta_Rome.to_array().values[0,0])\n",
    "    timeseries_T.append(arrai_delta_Trento.to_array().values[0,0])\n",
    "\n",
    "dict_serie = {'YYYYMMDD': dates, 'D-Rome': timeseries_R, 'D-Trento': timeseries_T}\n",
    "\n",
    "df_Rome = pd.DataFrame(data=dict_serie,columns=['YYYYMMDD', 'D-Rome']).set_index('YYYYMMDD')['D-Rome'].rename_axis('YYYYMMDD')\n",
    "df_Trento = pd.DataFrame(data=dict_serie,columns=['YYYYMMDD', 'D-Trento']).set_index('YYYYMMDD')['D-Trento'].rename_axis('YYYYMMDD')\n",
    "df_Trento"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "196f37e1-b50d-4664-a38e-261a78d58896",
   "metadata": {},
   "source": [
    "### Calculate SPEI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6dfcdade-38b6-4fa1-8547-0ea798cd9f93",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import scipy.stats as scs\n",
    "import spei as si\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "74040b6a-b23c-4998-84c9-7bae7c348349",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "YYYYMMDD\n",
       "2021-05-15    1.538884\n",
       "2021-05-22    1.142143\n",
       "2021-05-31    0.996353\n",
       "2021-06-08    1.564616\n",
       "2021-06-15    1.131896\n",
       "                ...   \n",
       "2023-09-30    0.009712\n",
       "2023-10-08    0.186390\n",
       "2023-10-15    0.203462\n",
       "2023-10-22    0.932658\n",
       "2023-10-31    1.829702\n",
       "Length: 119, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Accumulate time series on monthly basis\n",
    "spei1 = si.spei(df_Rome, timescale=30, dist=scs.fisk)\n",
    "spei2 = si.spei(df_Trento, timescale=30, dist=scs.fisk)\n",
    "spei2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98305a4c-29cc-4342-b1c2-90c01f80c9c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\n",
    "yesterday = datetime.now() - timedelta(1)\n",
    "xlim = pd.to_datetime([\"2021-04-01\", \"2023-09-01\"])\n",
    "\n",
    "fig, axs = plt.subplots(2, 1, figsize=(10, 5.5), sharex=True)\n",
    "si.plot.si(spei1, ybound=5, ax=axs[0], background=True, cmap=\"roma\")\n",
    "si.plot.si(spei2, ybound=5, ax=axs[1], background=True, cmap=\"roma\")\n",
    "[(x.grid(), x.set_xlim(xlim), x.set_ylabel(\"Z-Score\")) for x in axs]\n",
    "axs[0].set_title(\"Standardized Precipitation Evaporation Index [SPEI] - Rome\")\n",
    "axs[1].set_title(\"Standardized Precipitation Evaporation Index [SPEI] - Trento\")\n",
    "fig.suptitle(\"Meteorological Drought-Indices De Bilt\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e5f01bf5-5027-404f-8a75-4c42e3df854f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = si.plot.monthly_density(spei1, years=[2021,2022,2023], months=[7])\n",
    "\n",
    "ax.set_xlabel(\"Z-Score\")\n",
    "ax.set_title(\"SPEI\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28474e27-6efe-4a8e-9888-17b56bc8b073",
   "metadata": {},
   "source": [
    "### Polynomial regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ac7d50c1-5243-4336-841a-8a988521db36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y=              3             2\n",
      "-3.179e-23 x + 5.992e-15 x - 3.205e-07 x + 4.293\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=pd.to_datetime(spei1.keys(), format='%Y-%m-%d')\n",
    "# convert datetime in seconds\n",
    "x_s=(x-datetime(2021,1,1)).total_seconds().values\n",
    "y=spei1.values\n",
    "# polynomial fit at third degree\n",
    "mymodel = np.poly1d(np.polyfit(x_s, y, 3))\n",
    "print(\"y= \",mymodel)\n",
    "c=np.linspace(3,-3,len(y))\n",
    "f, ax = plt.subplots(1, 1,figsize=(10, 5.5))\n",
    "ax.plot(x,mymodel(x_s),label='Polynomial fit', lw=1)\n",
    "ax.scatter(x, y,c=y.clip(-3,3),label='SPEI', marker='o', cmap='turbo_r')\n",
    "\n",
    "ax.set_ylim([-2.5, 2.5])\n",
    "ax.grid()\n",
    "plt.ylabel('Z-score')\n",
    "ax.legend();\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "752fc34e-baec-43d4-99e0-22228a20db0f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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